Pandas Profiling Report

Dataset statistics

Number of variables	18
Number of observations	969
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	143.8 KiB
Average record size in memory	152.0 B

Variable types

Text	3
Unsupported	1
Categorical	2
Numeric	12

Alerts

`Acousticness` is highly overall correlated with `Energy`	High correlation
`Danceability` is highly overall correlated with `Valence`	High correlation
`Energy` is highly overall correlated with `Acousticness` and 1 other fields	High correlation
`Loudness` is highly overall correlated with `Energy`	High correlation
`Valence` is highly overall correlated with `Danceability`	High correlation
`Time_Signature` is highly imbalanced (82.8%)	Imbalance
`Duration` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`Key` has 136 (14.0%) zeros	Zeros
`Instrumentalness` has 282 (29.1%) zeros	Zeros
`Popularity` has 13 (1.3%) zeros	Zeros

Reproduction

Analysis started	2024-09-10 17:56:20.478826
Analysis finished	2024-09-10 17:56:39.043440
Duration	18.56 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

Track
Text

Distinct	954
Distinct (%)	98.5%
Missing	0
Missing (%)	0.0%
Memory size	15.1 KiB

Length

Max length	66
Median length	47
Mean length	18.160991
Min length	2

Characters and Unicode

Total characters	17598
Distinct characters	78
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	939 ?
Unique (%)	96.9%

Sample

1st row	Abc
2nd row	Let It Be
3rd row	I Want You Back
4th row	Cecilia
5th row	Spirit In The Sky

Value	Count	Frequency (%)
the	157	4.4%
you	126	3.5%
love	114	3.2%
to	79	2.2%
me	75	2.1%
i	70	2.0%
in	63	1.8%
a	52	1.5%
my	48	1.3%
of	44	1.2%
Other values (1120)	2728	76.7%

Most occurring characters

Value	Count	Frequency (%)
	2587	14.7%
e	1658	9.4%
o	1255	7.1%
n	953	5.4%
a	817	4.6%
i	722	4.1%
t	680	3.9%
r	580	3.3%
h	508	2.9%
l	489	2.8%
Other values (68)	7349	41.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	17598	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	2587	14.7%
e	1658	9.4%
o	1255	7.1%
n	953	5.4%
a	817	4.6%
i	722	4.1%
t	680	3.9%
r	580	3.3%
h	508	2.9%
l	489	2.8%
Other values (68)	7349	41.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	17598	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	2587	14.7%
e	1658	9.4%
o	1255	7.1%
n	953	5.4%
a	817	4.6%
i	722	4.1%
t	680	3.9%
r	580	3.3%
h	508	2.9%
l	489	2.8%
Other values (68)	7349	41.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	17598	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	2587	14.7%
e	1658	9.4%
o	1255	7.1%
n	953	5.4%
a	817	4.6%
i	722	4.1%
t	680	3.9%
r	580	3.3%
h	508	2.9%
l	489	2.8%
Other values (68)	7349	41.8%

Artist
Text

Distinct	526
Distinct (%)	54.3%
Missing	0
Missing (%)	0.0%
Memory size	15.1 KiB

Length

Max length	51
Median length	36
Mean length	13.581011
Min length	1

Characters and Unicode

Total characters	13160
Distinct characters	67
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	347 ?
Unique (%)	35.8%

Sample

1st row	The Jackson 5
2nd row	The Beatles
3rd row	The Jackson 5
4th row	Simon & Garfunkel
5th row	Norman Greenbaum

Value	Count	Frequency (%)
the	167	7.3%
	94	4.1%
john	38	1.7%
band	33	1.5%
and	27	1.2%
paul	23	1.0%
elton	16	0.7%
simon	15	0.7%
barry	15	0.7%
bee	14	0.6%
Other values (784)	1833	80.6%

Most occurring characters

Value	Count	Frequency (%)
	1306	9.9%
e	1283	9.7%
a	914	6.9%
n	909	6.9%
r	783	5.9%
o	774	5.9%
i	718	5.5%
t	571	4.3%
l	552	4.2%
s	506	3.8%
Other values (57)	4844	36.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	13160	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	1306	9.9%
e	1283	9.7%
a	914	6.9%
n	909	6.9%
r	783	5.9%
o	774	5.9%
i	718	5.5%
t	571	4.3%
l	552	4.2%
s	506	3.8%
Other values (57)	4844	36.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	13160	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	1306	9.9%
e	1283	9.7%
a	914	6.9%
n	909	6.9%
r	783	5.9%
o	774	5.9%
i	718	5.5%
t	571	4.3%
l	552	4.2%
s	506	3.8%
Other values (57)	4844	36.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	13160	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	1306	9.9%
e	1283	9.7%
a	914	6.9%
n	909	6.9%
r	783	5.9%
o	774	5.9%
i	718	5.5%
t	571	4.3%
l	552	4.2%
s	506	3.8%
Other values (57)	4844	36.8%

Duration
Unsupported

REJECTED UNSUPPORTED

Missing	0
Missing (%)	0.0%
Memory size	15.1 KiB

Time_Signature
Categorical

IMBALANCE

Distinct	4
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	15.1 KiB

4	914
3	50
1	3
5	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	969
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	4
3rd row	4
4th row	4
5th row	4

Common Values

Value	Count	Frequency (%)
4	914	94.3%
3	50	5.2%
1	3	0.3%
5	2	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	914	94.3%
3	50	5.2%
1	3	0.3%
5	2	0.2%

Most occurring characters

Value	Count	Frequency (%)
4	914	94.3%
3	50	5.2%
1	3	0.3%
5	2	0.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	969	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
4	914	94.3%
3	50	5.2%
1	3	0.3%
5	2	0.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	969	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
4	914	94.3%
3	50	5.2%
1	3	0.3%
5	2	0.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	969	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
4	914	94.3%
3	50	5.2%
1	3	0.3%
5	2	0.2%

Danceability
Real number (ℝ)

HIGH CORRELATION

Distinct	491
Distinct (%)	50.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.58872673

Minimum	0.0942
Maximum	0.985
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.1 KiB

Quantile statistics

Minimum	0.0942
5-th percentile	0.304
Q1	0.488
median	0.6
Q3	0.698
95-th percentile	0.8246
Maximum	0.985
Range	0.8908
Interquartile range (IQR)	0.21

Descriptive statistics

Standard deviation	0.15752315
Coefficient of variation (CV)	0.26756583
Kurtosis	-0.27548805
Mean	0.58872673
Median Absolute Deviation (MAD)	0.103
Skewness	-0.33951829
Sum	570.4762
Variance	0.024813544
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.637	9	0.9%
0.68	7	0.7%
0.665	7	0.7%
0.639	6	0.6%
0.669	6	0.6%
0.541	6	0.6%
0.565	6	0.6%
0.649	6	0.6%
0.671	6	0.6%
0.529	5	0.5%
Other values (481)	905	93.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0942	1	0.1%
0.149	2	0.2%
0.16	1	0.1%
0.164	1	0.1%
0.185	1	0.1%
0.195	1	0.1%
0.203	1	0.1%
0.205	1	0.1%
0.207	1	0.1%
0.212	1	0.1%

Value	Count	Frequency (%)
0.985	1	0.1%
0.965	1	0.1%
0.946	1	0.1%
0.925	1	0.1%
0.919	1	0.1%
0.912	3	0.3%
0.911	2	0.2%
0.908	1	0.1%
0.9	1	0.1%
0.889	1	0.1%

Energy
Real number (ℝ)

HIGH CORRELATION

Distinct	539
Distinct (%)	55.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.58069455

Minimum	0.00532
Maximum	0.995
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.1 KiB

Quantile statistics

Minimum	0.00532
5-th percentile	0.2478
Q1	0.428
median	0.583
Q3	0.731
95-th percentile	0.9056
Maximum	0.995
Range	0.98968
Interquartile range (IQR)	0.303

Descriptive statistics

Standard deviation	0.20207498
Coefficient of variation (CV)	0.34798842
Kurtosis	-0.57449804
Mean	0.58069455
Median Absolute Deviation (MAD)	0.151
Skewness	-0.14444297
Sum	562.69302
Variance	0.040834297
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.673	7	0.7%
0.528	7	0.7%
0.641	6	0.6%
0.644	6	0.6%
0.409	5	0.5%
0.56	5	0.5%
0.532	5	0.5%
0.626	4	0.4%
0.573	4	0.4%
0.492	4	0.4%
Other values (529)	916	94.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.00532	1	0.1%
0.0088	1	0.1%
0.0264	1	0.1%
0.0265	1	0.1%
0.0751	1	0.1%
0.0803	1	0.1%
0.0809	1	0.1%
0.0897	1	0.1%
0.112	1	0.1%
0.116	1	0.1%

Value	Count	Frequency (%)
0.995	2	0.2%
0.989	1	0.1%
0.987	1	0.1%
0.98	1	0.1%
0.979	1	0.1%
0.974	1	0.1%
0.969	1	0.1%
0.968	2	0.2%
0.961	1	0.1%
0.957	1	0.1%

Key
Real number (ℝ)

ZEROS

Distinct	12
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.2053664

Minimum	0
Maximum	11
Zeros	136
Zeros (%)	14.0%
Negative	0
Negative (%)	0.0%
Memory size	15.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	9
95-th percentile	11
Maximum	11
Range	11
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	3.5701547
Coefficient of variation (CV)	0.6858604
Kurtosis	-1.2930395
Mean	5.2053664
Median Absolute Deviation (MAD)	3
Skewness	-0.015580843
Sum	5044
Variance	12.746004
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	136	14.0%
7	118	12.2%
9	115	11.9%
2	100	10.3%
5	95	9.8%
4	81	8.4%
1	73	7.5%
10	64	6.6%
11	64	6.6%
8	52	5.4%
Other values (2)	71	7.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	136	14.0%
1	73	7.5%
2	100	10.3%
3	25	2.6%
4	81	8.4%
5	95	9.8%
6	46	4.7%
7	118	12.2%
8	52	5.4%
9	115	11.9%

Value	Count	Frequency (%)
11	64	6.6%
10	64	6.6%
9	115	11.9%
8	52	5.4%
7	118	12.2%
6	46	4.7%
5	95	9.8%
4	81	8.4%
3	25	2.6%
2	100	10.3%

Loudness
Real number (ℝ)

HIGH CORRELATION

Distinct	907
Distinct (%)	93.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-9.8814272

Minimum	-31.646
Maximum	-2.34
Zeros	0
Zeros (%)	0.0%
Negative	969
Negative (%)	100.0%
Memory size	15.1 KiB

Quantile statistics

Minimum	-31.646
5-th percentile	-15.7326
Q1	-12.36
median	-9.566
Q3	-7.111
95-th percentile	-4.6884
Maximum	-2.34
Range	29.306
Interquartile range (IQR)	5.249

Descriptive statistics

Standard deviation	3.7234125
Coefficient of variation (CV)	-0.37680918
Kurtosis	2.6759072
Mean	-9.8814272
Median Absolute Deviation (MAD)	2.588
Skewness	-0.94540047
Sum	-9575.103
Variance	13.863801
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-12.472	3	0.3%
-10.834	2	0.2%
-13.119	2	0.2%
-4.653	2	0.2%
-9.138	2	0.2%
-7.246	2	0.2%
-12.923	2	0.2%
-10.518	2	0.2%
-8.752	2	0.2%
-8.555	2	0.2%
Other values (897)	948	97.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-31.646	1	0.1%
-30	1	0.1%
-27.103	1	0.1%
-27.09	1	0.1%
-26.128	1	0.1%
-23.56	1	0.1%
-21.657	1	0.1%
-21.644	1	0.1%
-20.518	1	0.1%
-20.439	1	0.1%

Value	Count	Frequency (%)
-2.34	1	0.1%
-2.515	1	0.1%
-2.588	1	0.1%
-2.621	1	0.1%
-2.785	1	0.1%
-3.081	1	0.1%
-3.144	1	0.1%
-3.222	1	0.1%
-3.226	1	0.1%
-3.471	1	0.1%

Mode
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	15.1 KiB

1	735
0	234

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	969
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	735	75.9%
0	234	24.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	735	75.9%
0	234	24.1%

Most occurring characters

Value	Count	Frequency (%)
1	735	75.9%
0	234	24.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	969	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	735	75.9%
0	234	24.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	969	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	735	75.9%
0	234	24.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	969	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	735	75.9%
0	234	24.1%

Speechiness
Real number (ℝ)

Distinct	453
Distinct (%)	46.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.06008937

Minimum	0.0232
Maximum	0.737
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.1 KiB

Quantile statistics

Minimum	0.0232
5-th percentile	0.02674
Q1	0.0313
median	0.0383
Q3	0.0568
95-th percentile	0.1806
Maximum	0.737
Range	0.7138
Interquartile range (IQR)	0.0255

Descriptive statistics

Standard deviation	0.065842021
Coefficient of variation (CV)	1.0957349
Kurtosis	25.310909
Mean	0.06008937
Median Absolute Deviation (MAD)	0.0095
Skewness	4.3845087
Sum	58.2266
Variance	0.0043351717
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0336	9	0.9%
0.0346	9	0.9%
0.0302	8	0.8%
0.0287	8	0.8%
0.0283	8	0.8%
0.0341	8	0.8%
0.0369	7	0.7%
0.0282	7	0.7%
0.0325	7	0.7%
0.0298	7	0.7%
Other values (443)	891	92.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0232	1	0.1%
0.0239	1	0.1%
0.024	2	0.2%
0.0241	1	0.1%
0.0243	2	0.2%
0.0245	1	0.1%
0.0246	2	0.2%
0.0247	1	0.1%
0.0248	4	0.4%
0.0249	3	0.3%

Value	Count	Frequency (%)
0.737	1	0.1%
0.576	1	0.1%
0.467	1	0.1%
0.457	1	0.1%
0.452	1	0.1%
0.448	1	0.1%
0.405	2	0.2%
0.368	1	0.1%
0.364	1	0.1%
0.361	1	0.1%

Acousticness
Real number (ℝ)

HIGH CORRELATION

Distinct	712
Distinct (%)	73.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.33370655

Minimum	2.23 × 10^-5
Maximum	0.996
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.1 KiB

Quantile statistics

Minimum	2.23 × 10^-5
5-th percentile	0.006
Q1	0.0801
median	0.272
Q3	0.544
95-th percentile	0.8594
Maximum	0.996
Range	0.9959777
Interquartile range (IQR)	0.4639

Descriptive statistics

Standard deviation	0.27987703
Coefficient of variation (CV)	0.83869205
Kurtosis	-0.84135273
Mean	0.33370655
Median Absolute Deviation (MAD)	0.2153
Skewness	0.59184928
Sum	323.36165
Variance	0.078331154
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.357	8	0.8%
0.309	5	0.5%
0.305	5	0.5%
0.484	5	0.5%
0.181	5	0.5%
0.0185	4	0.4%
0.22	4	0.4%
0.524	4	0.4%
0.122	4	0.4%
0.81	4	0.4%
Other values (702)	921	95.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.23 × 10^-5	1	0.1%
0.000109	1	0.1%
0.000133	1	0.1%
0.000215	1	0.1%
0.000261	1	0.1%
0.00028	1	0.1%
0.000288	1	0.1%
0.000385	1	0.1%
0.000598	1	0.1%
0.000668	2	0.2%

Value	Count	Frequency (%)
0.996	1	0.1%
0.994	1	0.1%
0.992	1	0.1%
0.983	1	0.1%
0.973	1	0.1%
0.971	1	0.1%
0.965	1	0.1%
0.959	1	0.1%
0.953	1	0.1%
0.95	1	0.1%

Instrumentalness
Real number (ℝ)

ZEROS

Distinct	609
Distinct (%)	62.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.046836978

Minimum	0
Maximum	0.97
Zeros	282
Zeros (%)	29.1%
Negative	0
Negative (%)	0.0%
Memory size	15.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5.07 × 10^-5
Q3	0.00275
95-th percentile	0.3212
Maximum	0.97
Range	0.97
Interquartile range (IQR)	0.00275

Descriptive statistics

Standard deviation	0.16308138
Coefficient of variation (CV)	3.4818938
Kurtosis	17.744921
Mean	0.046836978
Median Absolute Deviation (MAD)	5.07 × 10^-5
Skewness	4.242706
Sum	45.385031
Variance	0.026595537
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	282	29.1%
0.000122	4	0.4%
1.81 × 10^-6	4	0.4%
0.00141	3	0.3%
0.00031	3	0.3%
0.000171	3	0.3%
0.00014	3	0.3%
1.1 × 10^-6	2	0.2%
0.00192	2	0.2%
1.68 × 10^-6	2	0.2%
Other values (599)	661	68.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	282	29.1%
1 × 10^-6	1	0.1%
1.08 × 10^-6	1	0.1%
1.09 × 10^-6	1	0.1%
1.1 × 10^-6	2	0.2%
1.2 × 10^-6	1	0.1%
1.22 × 10^-6	1	0.1%
1.23 × 10^-6	1	0.1%
1.28 × 10^-6	1	0.1%
1.31 × 10^-6	2	0.2%

Value	Count	Frequency (%)
0.97	1	0.1%
0.968	1	0.1%
0.963	1	0.1%
0.959	2	0.2%
0.944	1	0.1%
0.94	2	0.2%
0.92	1	0.1%
0.916	1	0.1%
0.912	1	0.1%
0.909	1	0.1%

Liveness
Real number (ℝ)

Distinct	527
Distinct (%)	54.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17538091

Minimum	0.015
Maximum	0.985
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.1 KiB

Quantile statistics

Minimum	0.015
5-th percentile	0.0481
Q1	0.0863
median	0.119
Q3	0.197
95-th percentile	0.541
Maximum	0.985
Range	0.97
Interquartile range (IQR)	0.1107

Descriptive statistics

Standard deviation	0.15421854
Coefficient of variation (CV)	0.87933482
Kurtosis	6.3748166
Mean	0.17538091
Median Absolute Deviation (MAD)	0.0433
Skewness	2.3733015
Sum	169.9441
Variance	0.023783358
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.105	12	1.2%
0.108	11	1.1%
0.103	10	1.0%
0.113	10	1.0%
0.122	9	0.9%
0.115	9	0.9%
0.12	9	0.9%
0.114	9	0.9%
0.109	8	0.8%
0.104	8	0.8%
Other values (517)	874	90.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.015	1	0.1%
0.0166	1	0.1%
0.0188	1	0.1%
0.0199	1	0.1%
0.0295	2	0.2%
0.0309	1	0.1%
0.0318	1	0.1%
0.032	1	0.1%
0.0339	1	0.1%
0.034	1	0.1%

Value	Count	Frequency (%)
0.985	1	0.1%
0.974	1	0.1%
0.962	1	0.1%
0.957	1	0.1%
0.935	1	0.1%
0.9	1	0.1%
0.892	1	0.1%
0.805	1	0.1%
0.792	1	0.1%
0.779	1	0.1%

Valence
Real number (ℝ)

HIGH CORRELATION

Distinct	568
Distinct (%)	58.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.62251312

Minimum	1 × 10^-5
Maximum	0.989
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.1 KiB

Quantile statistics

Minimum	1 × 10^-5
5-th percentile	0.1762
Q1	0.423
median	0.652
Q3	0.846
95-th percentile	0.962
Maximum	0.989
Range	0.98899
Interquartile range (IQR)	0.423

Descriptive statistics

Standard deviation	0.25223747
Coefficient of variation (CV)	0.40519222
Kurtosis	-0.9403716
Mean	0.62251312
Median Absolute Deviation (MAD)	0.206
Skewness	-0.40159539
Sum	603.21521
Variance	0.063623741
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.962	9	0.9%
0.963	8	0.8%
0.969	6	0.6%
0.971	6	0.6%
0.961	5	0.5%
0.826	5	0.5%
0.718	5	0.5%
0.967	5	0.5%
0.926	5	0.5%
0.89	4	0.4%
Other values (558)	911	94.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1 × 10^-5	1	0.1%
0.0346	1	0.1%
0.0348	1	0.1%
0.0385	1	0.1%
0.0393	1	0.1%
0.0397	1	0.1%
0.0558	1	0.1%
0.0579	1	0.1%
0.0589	1	0.1%
0.0685	2	0.2%

Value	Count	Frequency (%)
0.989	1	0.1%
0.985	1	0.1%
0.981	1	0.1%
0.979	1	0.1%
0.978	1	0.1%
0.973	1	0.1%
0.972	1	0.1%
0.971	6	0.6%
0.97	2	0.2%
0.969	6	0.6%

Tempo
Real number (ℝ)

Distinct	944
Distinct (%)	97.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	118.87407

Minimum	53.986
Maximum	211.27
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.1 KiB

Quantile statistics

Minimum	53.986
5-th percentile	79.1642
Q1	99.975
median	117.401
Q3	134.004
95-th percentile	170.9286
Maximum	211.27
Range	157.284
Interquartile range (IQR)	34.029

Descriptive statistics

Standard deviation	27.03621
Coefficient of variation (CV)	0.22743573
Kurtosis	0.39551209
Mean	118.87407
Median Absolute Deviation (MAD)	17.074
Skewness	0.5854845
Sum	115188.97
Variance	730.95668
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
102.977	3	0.3%
148.063	2	0.2%
120.157	2	0.2%
166.139	2	0.2%
79.764	2	0.2%
95.048	2	0.2%
132.642	2	0.2%
130.166	2	0.2%
85.126	2	0.2%
103.01	2	0.2%
Other values (934)	948	97.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
53.986	1	0.1%
61.53	1	0.1%
62.204	1	0.1%
63.059	1	0.1%
65.09	1	0.1%
65.832	1	0.1%
65.861	1	0.1%
67.006	1	0.1%
68.482	1	0.1%
68.69	1	0.1%

Value	Count	Frequency (%)
211.27	1	0.1%
207.266	1	0.1%
205.845	1	0.1%
205.747	1	0.1%
203.812	1	0.1%
202.297	1	0.1%
202.14	1	0.1%
201.467	1	0.1%
200.813	1	0.1%
200.423	1	0.1%

Popularity
Real number (ℝ)

ZEROS

Distinct	87
Distinct (%)	9.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53.623323

Minimum	0
Maximum	90
Zeros	13
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	15.1 KiB

Quantile statistics

Minimum	0
5-th percentile	18
Q1	44
median	56
Q3	67
95-th percentile	78
Maximum	90
Range	90
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	17.989193
Coefficient of variation (CV)	0.3354733
Kurtosis	0.60997678
Mean	53.623323
Median Absolute Deviation (MAD)	11
Skewness	-0.81688113
Sum	51961
Variance	323.61107
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
63	31	3.2%
64	31	3.2%
55	30	3.1%
49	26	2.7%
74	26	2.7%
51	25	2.6%
71	25	2.6%
47	25	2.6%
67	25	2.6%
62	24	2.5%
Other values (77)	701	72.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	1.3%
1	2	0.2%
2	2	0.2%
3	1	0.1%
4	3	0.3%
5	2	0.2%
6	2	0.2%
7	4	0.4%
8	1	0.1%
9	2	0.2%

Value	Count	Frequency (%)
90	2	0.2%
89	1	0.1%
86	3	0.3%
85	3	0.3%
84	5	0.5%
83	6	0.6%
82	4	0.4%
81	9	0.9%
80	10	1.0%
79	4	0.4%

Year
Real number (ℝ)

Distinct	10
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1974.5707

Minimum	1970
Maximum	1979
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.1 KiB

Quantile statistics

Minimum	1970
5-th percentile	1970
Q1	1972
median	1975
Q3	1977
95-th percentile	1979
Maximum	1979
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.8450711
Coefficient of variation (CV)	0.0014408555
Kurtosis	-1.2061454
Mean	1974.5707
Median Absolute Deviation (MAD)	2
Skewness	-0.020943093
Sum	1913359
Variance	8.0944294
Monotonicity	Increasing

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1973	100	10.3%
1974	99	10.2%
1978	99	10.2%
1976	99	10.2%
1977	99	10.2%
1979	98	10.1%
1975	97	10.0%
1972	97	10.0%
1971	93	9.6%
1970	88	9.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1970	88	9.1%
1971	93	9.6%
1972	97	10.0%
1973	100	10.3%
1974	99	10.2%
1975	97	10.0%
1976	99	10.2%
1977	99	10.2%
1978	99	10.2%
1979	98	10.1%

Value	Count	Frequency (%)
1979	98	10.1%
1978	99	10.2%
1977	99	10.2%
1976	99	10.2%
1975	97	10.0%
1974	99	10.2%
1973	100	10.3%
1972	97	10.0%
1971	93	9.6%
1970	88	9.1%

Track Transformed
Text

Distinct	952
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Memory size	15.1 KiB

Length

Max length	58
Median length	41
Mean length	15.373581
Min length	0

Characters and Unicode

Total characters	14897
Distinct characters	77
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	936 ?
Unique (%)	96.6%

Sample

1st row	Abc
2nd row	Let
3rd row	Want You Back
4th row	Cecilia
5th row	Spirit Sky

Value	Count	Frequency (%)
you	126	4.9%
love	114	4.4%
	38	1.5%
get	26	1.0%
just	18	0.7%
like	18	0.7%
up	18	0.7%
night	17	0.7%
woman	17	0.7%
way	17	0.7%
Other values (1078)	2161	84.1%

Most occurring characters

Value	Count	Frequency (%)
	2587	17.4%
e	1348	9.0%
o	1061	7.1%
a	780	5.2%
n	750	5.0%
i	683	4.6%
t	544	3.7%
r	521	3.5%
l	459	3.1%
s	365	2.5%
Other values (67)	5799	38.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	14897	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	2587	17.4%
e	1348	9.0%
o	1061	7.1%
a	780	5.2%
n	750	5.0%
i	683	4.6%
t	544	3.7%
r	521	3.5%
l	459	3.1%
s	365	2.5%
Other values (67)	5799	38.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	14897	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	2587	17.4%
e	1348	9.0%
o	1061	7.1%
a	780	5.2%
n	750	5.0%
i	683	4.6%
t	544	3.7%
r	521	3.5%
l	459	3.1%
s	365	2.5%
Other values (67)	5799	38.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	14897	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	2587	17.4%
e	1348	9.0%
o	1061	7.1%
a	780	5.2%
n	750	5.0%
i	683	4.6%
t	544	3.7%
r	521	3.5%
l	459	3.1%
s	365	2.5%
Other values (67)	5799	38.9%

Auto

Heatmap
Table

	Acousticness	Danceability	Energy	Instrumentalness	Key	Liveness	Loudness	Mode	Popularity	Speechiness	Tempo	Time_Signature	Valence	Year
Acousticness	1.000	-0.250	-0.563	-0.033	0.038	0.057	-0.370	0.138	-0.120	-0.188	-0.106	0.185	-0.211	-0.115
Danceability	-0.250	1.000	0.209	-0.017	0.008	-0.224	0.075	0.088	0.096	0.232	-0.111	0.142	0.530	0.122
Energy	-0.563	0.209	1.000	-0.000	-0.049	0.058	0.655	0.063	0.080	0.329	0.148	0.171	0.396	0.008
Instrumentalness	-0.033	-0.017	-0.000	1.000	0.029	-0.080	-0.180	0.112	0.003	-0.080	-0.054	0.117	-0.009	-0.009
Key	0.038	0.008	-0.049	0.029	1.000	0.069	-0.074	0.207	-0.042	-0.001	-0.018	0.000	-0.018	-0.040
Liveness	0.057	-0.224	0.058	-0.080	0.069	1.000	0.079	0.022	-0.027	0.025	-0.020	0.018	-0.140	-0.008
Loudness	-0.370	0.075	0.655	-0.180	-0.074	0.079	1.000	0.014	0.162	0.154	0.068	0.413	0.034	0.035
Mode	0.138	0.088	0.063	0.112	0.207	0.022	0.014	1.000	0.082	0.041	0.000	0.051	0.000	0.061
Popularity	-0.120	0.096	0.080	0.003	-0.042	-0.027	0.162	0.082	1.000	0.023	0.022	0.053	-0.030	0.136
Speechiness	-0.188	0.232	0.329	-0.080	-0.001	0.025	0.154	0.041	0.023	1.000	0.127	0.000	0.092	-0.055
Tempo	-0.106	-0.111	0.148	-0.054	-0.018	-0.020	0.068	0.000	0.022	0.127	1.000	0.126	0.067	0.034
Time_Signature	0.185	0.142	0.171	0.117	0.000	0.018	0.413	0.051	0.053	0.000	0.126	1.000	0.166	0.035
Valence	-0.211	0.530	0.396	-0.009	-0.018	-0.140	0.034	0.000	-0.030	0.092	0.067	0.166	1.000	-0.034
Year	-0.115	0.122	0.008	-0.009	-0.040	-0.008	0.035	0.061	0.136	-0.055	0.034	0.035	-0.034	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Track	Artist	Duration	Time_Signature	Danceability	Energy	Key	Loudness	Mode	Speechiness	Acousticness	Instrumentalness	Liveness	Valence	Tempo	Popularity	Year	Track Transformed
0	Abc	The Jackson 5	[2, 42]	4	0.682	0.926	3	-2.515	0	0.0607	0.040400	0.000000	0.1900	0.860	105.969	81	1970	Abc
1	Let It Be	The Beatles	[4, 03]	4	0.443	0.403	0	-8.339	1	0.0322	0.631000	0.000000	0.1110	0.410	143.462	78	1970	Let
2	I Want You Back	The Jackson 5	[2, 56]	4	0.469	0.538	8	-13.559	1	0.0575	0.305000	0.000114	0.3700	0.885	196.606	78	1970	Want You Back
3	Cecilia	Simon & Garfunkel	[2, 54]	4	0.755	0.876	0	-8.867	1	0.0362	0.357000	0.000005	0.2200	0.954	102.762	76	1970	Cecilia
4	Spirit In The Sky	Norman Greenbaum	[4, 02]	4	0.609	0.617	9	-7.091	1	0.0307	0.099400	0.004040	0.1180	0.543	128.903	75	1970	Spirit Sky
5	Love Grows (WHERE My Rosemary Goes)	Edison Lighthouse	[2, 54]	4	0.568	0.824	9	-4.613	1	0.0299	0.403000	0.000000	0.0855	0.753	108.625	73	1970	Love Grows (WHERE Rosemary Goes)
6	The Letter	Joe Cocker	[1, 31]	4	0.721	0.496	8	-6.296	1	0.0645	0.140000	0.000101	0.1020	0.180	81.499	72	1970	Letter
7	The House Of The Rising Sun	Frijid Pink	[4, 31]	3	0.295	0.584	9	-6.696	0	0.0345	0.000385	0.218000	0.0996	0.228	117.200	71	1970	House Rising Sun
8	Fire And Rain	James Taylor	[3, 23]	4	0.597	0.271	5	-17.293	1	0.0394	0.766000	0.011900	0.0933	0.338	76.271	71	1970	Fire Rain
9	In The Summertime	Mungo Jerry	[3, 31]	4	0.754	0.449	4	-14.013	1	0.0615	0.724000	0.000000	0.1620	0.973	82.751	71	1970	Summertime

	Track	Artist	Duration	Time_Signature	Danceability	Energy	Key	Loudness	Mode	Speechiness	Acousticness	Instrumentalness	Liveness	Valence	Tempo	Popularity	Year	Track Transformed
969	A Little More Love	Olivia Newton-John	[3, 27]	4	0.717	0.414	8	-14.855	1	0.0364	0.02900	0.009440	0.0865	0.494	100.178	39	1979	Little More Love
970	In The Navy	Village People	[3, 45]	4	0.759	0.889	7	-10.592	0	0.0502	0.12500	0.000000	0.0410	0.886	126.201	38	1979	Navy
971	Mama Can’t Buy You Love	Elton John	[4, 04]	4	0.529	0.432	5	-14.245	1	0.0333	0.52400	0.000000	0.1150	0.555	94.382	36	1979	Mama Can’t Buy You Love
972	Goodnight Tonight	Paul McCartney & Wings	[4, 20]	4	0.748	0.683	1	-9.885	0	0.0466	0.05660	0.000639	0.0809	0.943	123.385	35	1979	Goodnight Tonight
973	We’ve Got Tonight	Bob Seger & The Silver Bullet Band	[3, 35]	4	0.379	0.387	8	-9.283	1	0.0278	0.75700	0.000000	0.1030	0.222	61.530	26	1979	Got Tonight
975	He’s The Greatest Dancer	Sister Sledge	[6, 15]	4	0.700	0.815	7	-9.711	0	0.0440	0.00115	0.001240	0.0901	0.837	113.245	14	1979	Greatest Dancer
976	Don’t Cry Out Loud	Melissa Manchester	[2, 15]	4	0.298	0.252	0	-8.950	1	0.0339	0.90100	0.000009	0.1270	0.193	90.955	9	1979	Cry Out Loud
977	When You’re In Love With A Beautiful Woman	Dr. Hook	[2, 54]	4	0.665	0.663	8	-11.367	1	0.0386	0.48500	0.006820	0.1570	0.792	110.656	7	1979	Love Beautiful Woman
978	I’ll Never Love This Way Again	Dionne Warwick	[2, 58]	4	0.452	0.434	8	-8.870	1	0.0399	0.79200	0.013900	0.1650	0.247	137.702	5	1979	Never Love Way Again
979	Dim All The Nights	Donna Summer	[4, 08]	4	0.758	0.540	7	-10.911	1	0.0385	0.05510	0.000000	0.0343	0.661	121.581	0	1979	Dim All Nights

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample